Abnormal behavior recognition for intelligent video surveillance systems: A review

AB Mabrouk, E Zagrouba - Expert Systems with Applications, 2018 - Elsevier
With the increasing number of surveillance cameras in both indoor and outdoor locations,
there is a grown demand for an intelligent system that detects abnormal events. Although …

A comprehensive review on vision-based violence detection in surveillance videos

FUM Ullah, MS Obaidat, A Ullah, K Muhammad… - ACM Computing …, 2023 - dl.acm.org
Recent advancements in intelligent surveillance systems for video analysis have been a
topic of great interest in the research community due to the vast number of applications to …

Real-world anomaly detection in surveillance videos

W Sultani, C Chen, M Shah - Proceedings of the IEEE …, 2018 - openaccess.thecvf.com
Surveillance videos are able to capture a variety of realistic anomalies. In this paper, we
propose to learn anomalies by exploiting both normal and anomalous videos. To avoid …

RWF-2000: an open large scale video database for violence detection

M Cheng, K Cai, M Li - 2020 25th International Conference on …, 2021 - ieeexplore.ieee.org
In recent years, surveillance cameras are widely deployed in public places, and the general
crime rate has been reduced significantly due to these ubiquitous devices. Usually, these …

Learning to detect violent videos using convolutional long short-term memory

S Sudhakaran, O Lanz - … on advanced video and signal based …, 2017 - ieeexplore.ieee.org
Develo** a technique for the automatic analysis of surveillance videos in order to identify
the presence of violence is of broad interest. In this work, we propose a deep neural network …

Violence detection using spatiotemporal features with 3D convolutional neural network

FUM Ullah, A Ullah, K Muhammad, IU Haq, SW Baik - Sensors, 2019 - mdpi.com
The worldwide utilization of surveillance cameras in smart cities has enabled researchers to
analyze a gigantic volume of data to ensure automatic monitoring. An enhanced security …

Efficient violence detection in surveillance

R Vijeikis, V Raudonis, G Dervinis - Sensors, 2022 - mdpi.com
Intelligent video surveillance systems are rapidly being introduced to public places. The
adoption of computer vision and machine learning techniques enables various applications …

Violence recognition from videos using deep learning techniques

MM Soliman, MH Kamal, MAEM Nashed… - 2019 ninth …, 2019 - ieeexplore.ieee.org
Automatic recognition of violence between individuals or crowds in videos has a broad
interest. In this work, an end-to-end deep neural network model for the purpose of …

State-of-the-art violence detection techniques in video surveillance security systems: a systematic review

B Omarov, S Narynov, Z Zhumanov, A Gumar… - PeerJ Computer …, 2022 - peerj.com
We investigate and analyze methods to violence detection in this study to completely
disassemble the present condition and anticipate the emerging trends of violence discovery …

Real-time gun detection in CCTV: An open problem

JLS González, C Zaccaro, JA Álvarez-García… - Neural networks, 2020 - Elsevier
Object detectors have improved in recent years, obtaining better results and faster inference
time. However, small object detection is still a problem that has not yet a definitive solution …